{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "486ebdaa",
   "metadata": {},
   "source": [
    "# Find Clusters\n",
    "The following example shows how to identify clusters within embedding datapoints."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f7d979c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import os\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = '0'\n",
    "os.environ['TF_ENABLE_ONEDNN_OPTS'] = '0'\n",
    "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'\n",
    "import tensorflow as tf\n",
    "tf.get_logger().setLevel('ERROR')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "dafa4c11",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.cluster import KMeans\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "\n",
    "from ampligraph.datasets import load_from_csv\n",
    "from ampligraph.discovery import find_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "87ed1243",
   "metadata": {},
   "outputs": [],
   "source": [
    "# International football matches triples\n",
    "url = 'https://ampligraph.s3-eu-west-1.amazonaws.com/datasets/football.csv'\n",
    "open('football.csv', 'wb').write(requests.get(url).content)\n",
    "# Load the data from the csv file\n",
    "X = load_from_csv('.', 'football.csv', sep=',')[:, 1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a3cc5988",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metal device set to: Apple M1 Pro\n",
      "\n",
      "systemMemory: 32.00 GB\n",
      "maxCacheSize: 10.67 GB\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x17e6edb40>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create, compile and fit the model on the data\n",
    "from ampligraph.latent_features import ScoringBasedEmbeddingModel\n",
    "model = ScoringBasedEmbeddingModel(eta=5, \n",
    "                                   k=300,\n",
    "                                   scoring_type='ComplEx')\n",
    "\n",
    "\n",
    "\n",
    "model.compile(optimizer='adam', loss='multiclass_nll')\n",
    "\n",
    "model.fit(X,\n",
    "          batch_size=10000,\n",
    "          epochs=20, \n",
    "          verbose=False)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f531fdd4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(array([0, 1, 2, 3, 4, 5], dtype=int32), array([ 13, 128,  45,  29,  43,  55]))\n"
     ]
    }
   ],
   "source": [
    "# create a dataframe from the dataset\n",
    "df = pd.DataFrame(X, columns=[\"s\", \"p\", \"o\"])\n",
    "# find the unique team names in the dataset\n",
    "teams = np.unique(np.concatenate((df.s[df.s.str.startswith(\"Team\")],\n",
    "                               df.o[df.o.str.startswith(\"Team\")])))\n",
    "# get the embeddings for the teams\n",
    "team_embeddings = model.get_embeddings(teams, embedding_type='e')\n",
    "# Perform PCA\n",
    "embeddings_2d = PCA(n_components=2).fit_transform(np.array([i for i in team_embeddings]))\n",
    "\n",
    "# Find clusters of embeddings using KMeans\n",
    "kmeans = KMeans(n_clusters=6, n_init=100, max_iter=500)\n",
    "clusters = find_clusters(teams, model, kmeans, mode='e')\n",
    "\n",
    "print(np.unique(clusters, return_counts=True))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "07dde416",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "from adjustText import adjust_text\n",
    "import numpy as np\n",
    "np.random.seed(10)\n",
    "\n",
    "plot_df = pd.DataFrame({\"teams\": teams,\n",
    "                        \"embedding1\": embeddings_2d[:, 0],\n",
    "                        \"embedding2\": embeddings_2d[:, 1],\n",
    "                        \"cluster\": \"cluster\" + pd.Series(clusters).astype(str)})\n",
    "\n",
    "# Top 20 teams in 2022 according to FIFA rankings\n",
    "top20teams = [\"TeamBrazil\", \"TeamBelgium\", \"TeamArgentina\", \"TeamFrance\", \"TeamEngland\", \n",
    "              \"TeamSpain\", \"TeamItaly\", \"TeamNetherlands\", \"TeamPortugal\", \"TeamDenmark\",\n",
    "              \"TeamGermany\", \"TeamMexico\", \"TeamUruguay\", \"TeamUnitedStates\", \"TeamCroatia\",   \n",
    "              \"TeamSwitzerland\",  \"TeamColombia\", \"TeamSenegal\", \"TeamWales\",  \"TeamSweden\"]\n",
    "\n",
    "\n",
    "\n",
    "# Plot 2D embeddings\n",
    "def plot_clusters(hue):\n",
    "    plt.figure(figsize=(12, 12))\n",
    "    plt.title(\"{} embeddings\".format(hue).capitalize())\n",
    "    ax = sns.scatterplot(data=plot_df,\n",
    "                         x=\"embedding1\", y=\"embedding2\", hue=hue)\n",
    "    texts = []\n",
    "    for i, point in plot_df.iterrows():\n",
    "        if point[\"teams\"] in top20teams or np.random.random() < 0.1:\n",
    "            texts.append(plt.text(point['embedding1']+0.02,\n",
    "                         point['embedding2']+0.01,\n",
    "                         str(point[\"teams\"])))\n",
    "    adjust_text(texts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e1600da2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_clusters(\"cluster\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.6 ('base')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  },
  "vscode": {
   "interpreter": {
    "hash": "2e69f3670cdad0193847aaa0b77be56c05c951fcbdd384ff882dde0464f4de76"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
